Jouni Hartikainen

According to our database, Jouni Hartikainen authored at least 13 papers between 2010 and 2015.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2015

Posterior inference on parameters of stochastic differential equations via non-linear Gaussian filtering and adaptive MCMC.

Simo Särkkä, Jouni Hartikainen, Isambi Sailon Mbalawata, Heikki Haario

Stat. Comput., 2015

2014

Gaussian process quadratures in nonlinear sigma-point filtering and smoothing.

Simo Särkkä, Jouni Hartikainen, Lennart Svensson, Fredrik Sandblom

Proceedings of the 17th International Conference on Information Fusion, 2014

2013

Spatiotemporal Learning via Infinite-Dimensional Bayesian Filtering and Smoothing: A Look at Gaussian Process Regression Through Kalman Filtering.

Simo Särkkä, Arno Solin, Jouni Hartikainen

IEEE Signal Process. Mag., 2013

GPstuff: Bayesian modeling with Gaussian processes.

Jarno Vanhatalo, Jaakko Riihimäki, Jouni Hartikainen, Pasi Jylänki, Ville Tolvanen, Aki Vehtari

J. Mach. Learn. Res., 2013

Non-linear noise adaptive Kalman filtering via variational Bayes.

Simo Särkkä, Jouni Hartikainen

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2013

2012

Infinite-Dimensional Kalman Filtering Approach to Spatio-Temporal Gaussian Process Regression.

Simo Särkkä, Jouni Hartikainen

Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, 2012

Bayesian Modeling with Gaussian Processes using the MATLAB Toolbox GPstuff (v3.3)

Jarno Vanhatalo, Jaakko Riihimäki, Jouni Hartikainen, Pasi Jylänki, Ville Tolvanen, Aki Vehtari

CoRR, 2012

Recursive outlier-robust filtering and smoothing for nonlinear systems using the multivariate student-t distribution.

Robert Piché, Simo Särkkä, Jouni Hartikainen

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012

State-Space Inference for Non-Linear Latent Force Models with Application to Satellite Orbit Prediction.

Jouni Hartikainen, Mari Seppänen, Simo Särkkä

Proceedings of the 29th International Conference on Machine Learning, 2012

2011

Correction to "On Gaussian Optimal Smoothing of Nonlinear State Space Models" [Aug 10 1938-1941].

Simo Särkkä, Jouni Hartikainen

IEEE Trans. Autom. Control., 2011

Sequential Inference for Latent Force Models.

Jouni Hartikainen, Simo Särkkä

Proceedings of the UAI 2011, 2011

Sparse Spatio-temporal Gaussian Processes with General Likelihoods.

Jouni Hartikainen, Jaakko Riihimäki, Simo Särkkä

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2011, 2011

2010

On Gaussian Optimal Smoothing of Non-Linear State Space Models.

Simo Särkkä, Jouni Hartikainen

IEEE Trans. Autom. Control., 2010